3 posts tagged with "ai"

Operational AI is useful only if it brings you closer to the evidence.

For logs, that evidence is not a paragraph of generated text. It is the indexed event, the timestamp, the realm, the host, the trace identifier, the original structured payload, and the surrounding events that explain what happened before and after.

That is the design point of the latest Log Viewer demo. Chat is now part of the operator workflow, but it is not a replacement for the Log Viewer. It is a faster way to ask the first question, keep context, and move toward the same structured evidence an operator would inspect manually.

PCI DSS version 4.0.1 was published on June 11, 2024. That's less than two years ago. It already feels like a different industry.

In that time, AI agents have gone from research curiosity to production infrastructure. The Model Context Protocol gave language models a standard way to call tools. Autonomous agents that read messages, query databases, push commits, and manage tasks are now deployed in organizations running payment systems.

The standard has nothing to say about any of this.

MGL is starting to feel like a real system now, not just a collection of ideas.

The core ledger is already in place, but what makes it interesting is how the pieces are starting to come together: multi-layer accounting, virtual layers for reporting and FX-driven consolidation, high-volume controller-style account structures, and an AI assistant that can operate the system through the same tools and permission model used by the web UI.